{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Matplotlib is building the font cache; this may take a moment.\n",
      "/Users/nickv/miniforge3/envs/index-nil-value-caption-long-lightbox-bug/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scanpy==1.10.2 anndata==0.10.8 umap==0.5.5 numpy==2.0.0 scipy==1.14.0 pandas==2.2.2 scikit-learn==1.5.0 statsmodels==0.14.2 pynndescent==0.5.13\n"
     ]
    }
   ],
   "source": [
    "#| label: setup\n",
    "#| output: true\n",
    "import scanpy as sc\n",
    "from matplotlib.pyplot import rc_context\n",
    "sc.set_figure_params(dpi=100, color_map=\"viridis_r\")\n",
    "sc.settings.verbosity = 0\n",
    "sc.logging.print_header()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 700 × 765\n",
       "    obs: 'bulk_labels', 'n_genes', 'percent_mito', 'n_counts', 'S_score', 'G2M_score', 'phase', 'louvain'\n",
       "    var: 'n_counts', 'means', 'dispersions', 'dispersions_norm', 'highly_variable'\n",
       "    uns: 'bulk_labels_colors', 'louvain', 'louvain_colors', 'neighbors', 'pca', 'rank_genes_groups'\n",
       "    obsm: 'X_pca', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pbmc = sc.datasets.pbmc68k_reduced()\n",
    "pbmc\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 369,
       "width": 361
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: fig-scatter-plot\n",
    "#| output: true\n",
    "# rc_context is used for the figure size, in this case 4x4\n",
    "with rc_context({\"figure.figsize\": (4, 4)}):\n",
    "    sc.pl.umap(pbmc, color=\"CD79A\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "index-nil-value-caption-long-lightbox-bug",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
